Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 19695 |
| Missing cells | 6738 |
| Missing cells (%) | 1.6% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.2 MiB |
| Average record size in memory | 168.0 B |
Variable types
| NUM | 21 |
|---|
sysbp has 206 (1.0%) missing values | Missing |
wbc has 356 (1.8%) missing values | Missing |
mcv has 351 (1.8%) missing values | Missing |
plt has 358 (1.8%) missing values | Missing |
bun has 207 (1.1%) missing values | Missing |
glu has 212 (1.1%) missing values | Missing |
crea has 232 (1.2%) missing values | Missing |
cho has 214 (1.1%) missing values | Missing |
tg has 213 (1.1%) missing values | Missing |
hdl has 206 (1.0%) missing values | Missing |
ldl has 225 (1.1%) missing values | Missing |
crp has 207 (1.1%) missing values | Missing |
hgb has 354 (1.8%) missing values | Missing |
cysc has 2576 (13.1%) missing values | Missing |
df_index has unique values | Unique |
Reproduction
| Analysis started | 2020-09-09 07:37:53.680320 |
|---|---|
| Analysis finished | 2020-09-09 07:39:29.744960 |
| Duration | 1 minute and 36.06 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 19695 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9950.990251 |
|---|---|
| Minimum | 0 |
| Maximum | 19912 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 993.7 |
| Q1 | 4978.5 |
| median | 9942 |
| Q3 | 14924.5 |
| 95-th percentile | 18921.3 |
| Maximum | 19912 |
| Range | 19912 |
| Interquartile range (IQR) | 9946 |
Descriptive statistics
| Standard deviation | 5747.363438 |
|---|---|
| Coefficient of variation (CV) | 0.5775669851 |
| Kurtosis | -1.198499481 |
| Mean | 9950.990251 |
| Median Absolute Deviation (MAD) | 4973 |
| Skewness | 0.001239172482 |
| Sum | 195984753 |
| Variance | 33032186.49 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 2047 | 1 | < 0.1% | |
| 12947 | 1 | < 0.1% | |
| 6790 | 1 | < 0.1% | |
| 4743 | 1 | < 0.1% | |
| 19084 | 1 | < 0.1% | |
| 17037 | 1 | < 0.1% | |
| 10896 | 1 | < 0.1% | |
| 8849 | 1 | < 0.1% | |
| 14994 | 1 | < 0.1% | |
| 2708 | 1 | < 0.1% | |
| Other values (19685) | 19685 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 19912 | 1 | < 0.1% | |
| 19911 | 1 | < 0.1% | |
| 19910 | 1 | < 0.1% | |
| 19909 | 1 | < 0.1% | |
| 19908 | 1 | < 0.1% |
| Distinct | 336 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 206 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130.0536627 |
|---|---|
| Minimum | 90 |
| Maximum | 193 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 90 |
|---|---|
| 5-th percentile | 101.333336 |
| Q1 | 115 |
| median | 127.333336 |
| Q3 | 142.33333 |
| 95-th percentile | 170.66667 |
| Maximum | 193 |
| Range | 103 |
| Interquartile range (IQR) | 27.33333 |
Descriptive statistics
| Standard deviation | 20.56889575 |
|---|---|
| Coefficient of variation (CV) | 0.1581569893 |
| Kurtosis | 0.2206368255 |
| Mean | 130.0536627 |
| Median Absolute Deviation (MAD) | 13.666664 |
| Skewness | 0.6718637101 |
| Sum | 2534615.833 |
| Variance | 423.0794723 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 125 | 150 | 0.8% | |
| 120.333336 | 149 | 0.8% | |
| 124.666664 | 146 | 0.7% | |
| 120 | 145 | 0.7% | |
| 124 | 145 | 0.7% | |
| 123.333336 | 144 | 0.7% | |
| 127.666664 | 143 | 0.7% | |
| 121 | 141 | 0.7% | |
| 129 | 141 | 0.7% | |
| 122.333336 | 139 | 0.7% | |
| Other values (326) | 18046 | 91.6% | |
| (Missing) | 206 | 1.0% |
| Value | Count | Frequency (%) | |
| 90 | 55 | 0.3% | |
| 90.333336 | 9 | < 0.1% | |
| 90.666664 | 4 | < 0.1% | |
| 91 | 2 | < 0.1% | |
| 91.333336 | 8 | < 0.1% |
| Value | Count | Frequency (%) | |
| 193 | 6 | < 0.1% | |
| 192 | 3 | < 0.1% | |
| 191.5 | 1 | < 0.1% | |
| 191 | 51 | 0.3% | |
| 190.66667 | 7 | < 0.1% |
diabp
Real number (ℝ≥0)
| Distinct | 211 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 193 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.81249787 |
|---|---|
| Minimum | 50 |
| Maximum | 112 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 50 |
|---|---|
| 5-th percentile | 58 |
| Q1 | 67.666664 |
| median | 75 |
| Q3 | 83.333336 |
| 95-th percentile | 96.5 |
| Maximum | 112 |
| Range | 62 |
| Interquartile range (IQR) | 15.666672 |
Descriptive statistics
| Standard deviation | 11.61856685 |
|---|---|
| Coefficient of variation (CV) | 0.1532539776 |
| Kurtosis | -0.02358622046 |
| Mean | 75.81249787 |
| Median Absolute Deviation (MAD) | 7.666664 |
| Skewness | 0.3858575459 |
| Sum | 1478495.333 |
| Variance | 134.9910956 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 72.666664 | 251 | 1.3% | |
| 75 | 246 | 1.2% | |
| 75.666664 | 244 | 1.2% | |
| 71 | 237 | 1.2% | |
| 73.333336 | 237 | 1.2% | |
| 71.666664 | 237 | 1.2% | |
| 77.333336 | 235 | 1.2% | |
| 73.666664 | 234 | 1.2% | |
| 74.333336 | 231 | 1.2% | |
| 76 | 229 | 1.2% | |
| Other values (201) | 17121 | 86.9% |
| Value | Count | Frequency (%) | |
| 50 | 42 | 0.2% | |
| 50.333332 | 10 | 0.1% | |
| 50.666668 | 18 | 0.1% | |
| 51 | 27 | 0.1% | |
| 51.333332 | 49 | 0.2% |
| Value | Count | Frequency (%) | |
| 112 | 6 | < 0.1% | |
| 111 | 1 | < 0.1% | |
| 110.5 | 3 | < 0.1% | |
| 110.333336 | 50 | 0.3% | |
| 110 | 8 | < 0.1% |
pulse
Real number (ℝ≥0)
| Distinct | 191 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 192 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.19197902 |
|---|---|
| Minimum | 50.333332 |
| Maximum | 105.666664 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 50.333332 |
|---|---|
| 5-th percentile | 57.333332 |
| Q1 | 66 |
| median | 72.333336 |
| Q3 | 79.666664 |
| 95-th percentile | 92 |
| Maximum | 105.666664 |
| Range | 55.333332 |
| Interquartile range (IQR) | 13.666664 |
Descriptive statistics
| Standard deviation | 10.39573775 |
|---|---|
| Coefficient of variation (CV) | 0.1420338388 |
| Kurtosis | 0.08417179563 |
| Mean | 73.19197902 |
| Median Absolute Deviation (MAD) | 6.666672 |
| Skewness | 0.4119839858 |
| Sum | 1427463.167 |
| Variance | 108.0713633 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 73.333336 | 274 | 1.4% | |
| 74 | 273 | 1.4% | |
| 71 | 270 | 1.4% | |
| 72 | 261 | 1.3% | |
| 71.333336 | 261 | 1.3% | |
| 68.666664 | 260 | 1.3% | |
| 67 | 260 | 1.3% | |
| 74.666664 | 257 | 1.3% | |
| 70 | 256 | 1.3% | |
| 69 | 256 | 1.3% | |
| Other values (181) | 16875 | 85.7% |
| Value | Count | Frequency (%) | |
| 50.333332 | 57 | 0.3% | |
| 50.5 | 1 | < 0.1% | |
| 50.666668 | 18 | 0.1% | |
| 51 | 16 | 0.1% | |
| 51.333332 | 69 | 0.4% |
| Value | Count | Frequency (%) | |
| 105.666664 | 48 | 0.2% | |
| 105.333336 | 8 | < 0.1% | |
| 105 | 5 | < 0.1% | |
| 104.666664 | 10 | 0.1% | |
| 104.5 | 3 | < 0.1% |
| Distinct | 765 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 356 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.101882672 |
|---|---|
| Minimum | 2.94 |
| Maximum | 12.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 2.94 |
|---|---|
| 5-th percentile | 3.7 |
| Q1 | 4.86 |
| median | 5.82 |
| Q3 | 7.08 |
| 95-th percentile | 9.441 |
| Maximum | 12.2 |
| Range | 9.26 |
| Interquartile range (IQR) | 2.22 |
Descriptive statistics
| Standard deviation | 1.757569115 |
|---|---|
| Coefficient of variation (CV) | 0.2880371862 |
| Kurtosis | 0.8475955069 |
| Mean | 6.101882672 |
| Median Absolute Deviation (MAD) | 1.08 |
| Skewness | 0.8685200037 |
| Sum | 118004.309 |
| Variance | 3.089049195 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5.6 | 403 | 2.0% | |
| 5.3 | 390 | 2.0% | |
| 5.1 | 378 | 1.9% | |
| 5.5 | 363 | 1.8% | |
| 6 | 359 | 1.8% | |
| 5.4 | 358 | 1.8% | |
| 5.8 | 355 | 1.8% | |
| 4.9 | 350 | 1.8% | |
| 5 | 350 | 1.8% | |
| 5.9 | 348 | 1.8% | |
| Other values (755) | 15685 | 79.6% | |
| (Missing) | 356 | 1.8% |
| Value | Count | Frequency (%) | |
| 2.94 | 103 | 0.5% | |
| 2.99 | 1 | < 0.1% | |
| 3 | 17 | 0.1% | |
| 3.02 | 1 | < 0.1% | |
| 3.03 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 12.2 | 105 | 0.5% | |
| 12.19 | 2 | < 0.1% | |
| 12.1 | 4 | < 0.1% | |
| 12 | 10 | 0.1% | |
| 11.9 | 4 | < 0.1% |
| Distinct | 706 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 351 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.11849721 |
|---|---|
| Minimum | 64.4 |
| Maximum | 109.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 64.4 |
|---|---|
| 5-th percentile | 76 |
| Q1 | 87.6 |
| median | 91.8 |
| Q3 | 95.81 |
| 95-th percentile | 102.5 |
| Maximum | 109.8 |
| Range | 45.4 |
| Interquartile range (IQR) | 8.21 |
Descriptive statistics
| Standard deviation | 7.770628377 |
|---|---|
| Coefficient of variation (CV) | 0.0852804712 |
| Kurtosis | 1.659431315 |
| Mean | 91.11849721 |
| Median Absolute Deviation (MAD) | 4.1 |
| Skewness | -0.816923125 |
| Sum | 1762596.21 |
| Variance | 60.38266538 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 91 | 262 | 1.3% | |
| 90 | 228 | 1.2% | |
| 92 | 221 | 1.1% | |
| 95 | 214 | 1.1% | |
| 93 | 214 | 1.1% | |
| 89 | 206 | 1.0% | |
| 94 | 203 | 1.0% | |
| 88 | 195 | 1.0% | |
| 96 | 152 | 0.8% | |
| 87 | 148 | 0.8% | |
| Other values (696) | 17301 | 87.8% | |
| (Missing) | 351 | 1.8% |
| Value | Count | Frequency (%) | |
| 64.4 | 1 | < 0.1% | |
| 64.5 | 2 | < 0.1% | |
| 64.6 | 101 | 0.5% | |
| 64.8 | 1 | < 0.1% | |
| 64.9 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 109.8 | 101 | 0.5% | |
| 109.7 | 4 | < 0.1% | |
| 109.6 | 2 | < 0.1% | |
| 109.52 | 1 | < 0.1% | |
| 109.5 | 2 | < 0.1% |
| Distinct | 452 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 358 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 207.3435311 |
|---|---|
| Minimum | 58 |
| Maximum | 417 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 58 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 161 |
| median | 204 |
| Q3 | 250 |
| 95-th percentile | 326 |
| Maximum | 417 |
| Range | 359 |
| Interquartile range (IQR) | 89 |
Descriptive statistics
| Standard deviation | 68.23984351 |
|---|---|
| Coefficient of variation (CV) | 0.3291148905 |
| Kurtosis | 0.193196641 |
| Mean | 207.3435311 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 0.3824141484 |
| Sum | 4009401.86 |
| Variance | 4656.676242 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 208 | 137 | 0.7% | |
| 190 | 137 | 0.7% | |
| 204 | 134 | 0.7% | |
| 200 | 133 | 0.7% | |
| 210 | 131 | 0.7% | |
| 196 | 129 | 0.7% | |
| 189 | 124 | 0.6% | |
| 172 | 124 | 0.6% | |
| 195 | 124 | 0.6% | |
| 188 | 124 | 0.6% | |
| Other values (442) | 18040 | 91.6% | |
| (Missing) | 358 | 1.8% |
| Value | Count | Frequency (%) | |
| 58 | 109 | 0.6% | |
| 59 | 9 | < 0.1% | |
| 60 | 4 | < 0.1% | |
| 61 | 4 | < 0.1% | |
| 62 | 7 | < 0.1% |
| Value | Count | Frequency (%) | |
| 417 | 104 | 0.5% | |
| 416 | 3 | < 0.1% | |
| 415 | 1 | < 0.1% | |
| 414 | 5 | < 0.1% | |
| 413 | 2 | < 0.1% |
| Distinct | 823 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 207 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.66301065 |
|---|---|
| Minimum | 7.282912 |
| Maximum | 29.46652 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 7.282912 |
|---|---|
| 5-th percentile | 9.523808 |
| Q1 | 12.57649 |
| median | 15.1254 |
| Q3 | 18.20728 |
| 95-th percentile | 23.8547165 |
| Maximum | 29.46652 |
| Range | 22.183608 |
| Interquartile range (IQR) | 5.63079 |
Descriptive statistics
| Standard deviation | 4.364493263 |
|---|---|
| Coefficient of variation (CV) | 0.2786497028 |
| Kurtosis | 0.4102920995 |
| Mean | 15.66301065 |
| Median Absolute Deviation (MAD) | 2.800472 |
| Skewness | 0.7125426112 |
| Sum | 305240.7516 |
| Variance | 19.04880144 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 14.285712 | 308 | 1.6% | |
| 13.165264 | 277 | 1.4% | |
| 14.0056 | 276 | 1.4% | |
| 12.885152 | 273 | 1.4% | |
| 14.565824 | 271 | 1.4% | |
| 14.845936 | 263 | 1.3% | |
| 12.324928 | 262 | 1.3% | |
| 13.725488 | 260 | 1.3% | |
| 12.60504 | 256 | 1.3% | |
| 15.686272 | 255 | 1.3% | |
| Other values (813) | 16787 | 85.2% |
| Value | Count | Frequency (%) | |
| 7.282912 | 82 | 0.4% | |
| 7.563024 | 31 | 0.2% | |
| 7.67474 | 100 | 0.5% | |
| 7.73076 | 3 | < 0.1% | |
| 7.75877 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 29.46652 | 86 | 0.4% | |
| 29.38249 | 1 | < 0.1% | |
| 29.35448 | 7 | < 0.1% | |
| 29.29846 | 1 | < 0.1% | |
| 29.27045 | 1 | < 0.1% |
| Distinct | 974 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 212 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 106.5175814 |
|---|---|
| Minimum | 63.9 |
| Maximum | 276.12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 63.9 |
|---|---|
| 5-th percentile | 79.27928 |
| Q1 | 90.9 |
| median | 99.0991 |
| Q3 | 110.34 |
| 95-th percentile | 160.36037 |
| Maximum | 276.12 |
| Range | 212.22 |
| Interquartile range (IQR) | 19.44 |
Descriptive statistics
| Standard deviation | 30.90294468 |
|---|---|
| Coefficient of variation (CV) | 0.2901206006 |
| Kurtosis | 12.09344631 |
| Mean | 106.5175814 |
| Median Absolute Deviation (MAD) | 9.00901 |
| Skewness | 3.095201261 |
| Sum | 2075282.038 |
| Variance | 954.99199 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 91.89189 | 625 | 3.2% | |
| 93.693695 | 579 | 2.9% | |
| 90.09009 | 576 | 2.9% | |
| 97.297295 | 550 | 2.8% | |
| 95.4955 | 537 | 2.7% | |
| 88.28829 | 523 | 2.7% | |
| 86.48649 | 505 | 2.6% | |
| 99.0991 | 472 | 2.4% | |
| 84.684685 | 393 | 2.0% | |
| 100.9009 | 388 | 2.0% | |
| Other values (964) | 14335 | 72.8% |
| Value | Count | Frequency (%) | |
| 63.9 | 89 | 0.5% | |
| 64.44 | 3 | < 0.1% | |
| 64.62 | 3 | < 0.1% | |
| 64.86487 | 105 | 0.5% | |
| 65.16 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 276.12 | 100 | 0.5% | |
| 273.42 | 2 | < 0.1% | |
| 272.7 | 1 | < 0.1% | |
| 271.98 | 1 | < 0.1% | |
| 271.26 | 3 | < 0.1% |
| Distinct | 959 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 232 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7904956773 |
|---|---|
| Minimum | 0.4294 |
| Maximum | 1.82353 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 0.4294 |
|---|---|
| 5-th percentile | 0.5311 |
| Q1 | 0.6554 |
| median | 0.7571 |
| Q3 | 0.8902717 |
| 95-th percentile | 1.1413 |
| Maximum | 1.82353 |
| Range | 1.39413 |
| Interquartile range (IQR) | 0.2348717 |
Descriptive statistics
| Standard deviation | 0.2034374505 |
|---|---|
| Coefficient of variation (CV) | 0.2573542859 |
| Kurtosis | 4.676645017 |
| Mean | 0.7904956773 |
| Median Absolute Deviation (MAD) | 0.113 |
| Skewness | 1.553254773 |
| Sum | 15385.41737 |
| Variance | 0.04138679628 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.7232 | 295 | 1.5% | |
| 0.7006 | 282 | 1.4% | |
| 0.6893 | 281 | 1.4% | |
| 0.7571 | 277 | 1.4% | |
| 0.7119 | 276 | 1.4% | |
| 0.6441 | 270 | 1.4% | |
| 0.678 | 265 | 1.3% | |
| 0.7684 | 257 | 1.3% | |
| 0.7797 | 255 | 1.3% | |
| 0.6667 | 254 | 1.3% | |
| Other values (949) | 16751 | 85.1% |
| Value | Count | Frequency (%) | |
| 0.4294 | 119 | 0.6% | |
| 0.4407 | 19 | 0.1% | |
| 0.452 | 25 | 0.1% | |
| 0.4633 | 26 | 0.1% | |
| 0.4660635 | 89 | 0.5% |
| Value | Count | Frequency (%) | |
| 1.82353 | 102 | 0.5% | |
| 1.8235298 | 2 | < 0.1% | |
| 1.819005 | 2 | < 0.1% | |
| 1.8178737 | 1 | < 0.1% | |
| 1.8167425 | 1 | < 0.1% |
| Distinct | 918 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 214 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 188.8221074 |
|---|---|
| Minimum | 111.583 |
| Maximum | 300.7748 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 111.583 |
|---|---|
| 5-th percentile | 133.97684 |
| Q1 | 163.1452 |
| median | 185.9546 |
| Q3 | 211.0836 |
| 95-th percentile | 254.3828 |
| Maximum | 300.7748 |
| Range | 189.1918 |
| Interquartile range (IQR) | 47.9384 |
Descriptive statistics
| Standard deviation | 36.343317 |
|---|---|
| Coefficient of variation (CV) | 0.1924738448 |
| Kurtosis | 0.1431174359 |
| Mean | 188.8221074 |
| Median Absolute Deviation (MAD) | 23.79243 |
| Skewness | 0.4677698443 |
| Sum | 3678443.475 |
| Variance | 1320.83669 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 300.7748 | 103 | 0.5% | |
| 286.4865 | 99 | 0.5% | |
| 115.98 | 90 | 0.5% | |
| 111.583 | 85 | 0.4% | |
| 190.9804 | 61 | 0.3% | |
| 176.44788 | 60 | 0.3% | |
| 184.4082 | 58 | 0.3% | |
| 199.4856 | 57 | 0.3% | |
| 161.38997 | 57 | 0.3% | |
| 185.7143 | 56 | 0.3% | |
| Other values (908) | 18755 | 95.2% | |
| (Missing) | 214 | 1.1% |
| Value | Count | Frequency (%) | |
| 111.583 | 85 | 0.4% | |
| 111.583015 | 2 | < 0.1% | |
| 111.96912 | 8 | < 0.1% | |
| 112.35522 | 4 | < 0.1% | |
| 112.74131 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 300.7748 | 103 | 0.5% | |
| 300.3882 | 1 | < 0.1% | |
| 300.0016 | 2 | < 0.1% | |
| 299.615 | 1 | < 0.1% | |
| 299.2284 | 1 | < 0.1% |
| Distinct | 947 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 213 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 136.8644796 |
|---|---|
| Minimum | 38.055 |
| Maximum | 540.735 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 38.055 |
|---|---|
| 5-th percentile | 53.1 |
| Q1 | 78.765 |
| median | 110.61947 |
| Q3 | 162.83186 |
| 95-th percentile | 318.599204 |
| Maximum | 540.735 |
| Range | 502.68 |
| Interquartile range (IQR) | 84.06686 |
Descriptive statistics
| Standard deviation | 88.75168037 |
|---|---|
| Coefficient of variation (CV) | 0.6484639449 |
| Kurtosis | 5.197006382 |
| Mean | 136.8644796 |
| Median Absolute Deviation (MAD) | 37.17553 |
| Skewness | 2.093913936 |
| Sum | 2666393.792 |
| Variance | 7876.860768 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 500 | 168 | 0.9% | |
| 38.055 | 110 | 0.6% | |
| 74.34 | 99 | 0.5% | |
| 540.735 | 95 | 0.5% | |
| 45.13274 | 91 | 0.5% | |
| 99.11504 | 90 | 0.5% | |
| 77.88 | 89 | 0.5% | |
| 79.65 | 88 | 0.4% | |
| 72.57 | 86 | 0.4% | |
| 86.73 | 86 | 0.4% | |
| Other values (937) | 18480 | 93.8% | |
| (Missing) | 213 | 1.1% |
| Value | Count | Frequency (%) | |
| 38.055 | 110 | 0.6% | |
| 38.94 | 18 | 0.1% | |
| 39.825 | 17 | 0.1% | |
| 40.71 | 21 | 0.1% | |
| 41.595 | 22 | 0.1% |
| Value | Count | Frequency (%) | |
| 540.735 | 95 | 0.5% | |
| 539.85 | 1 | < 0.1% | |
| 538.08 | 1 | < 0.1% | |
| 533.655 | 1 | < 0.1% | |
| 530.115 | 1 | < 0.1% |
| Distinct | 379 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 206 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.11923961 |
|---|---|
| Minimum | 22.4228 |
| Maximum | 97.0366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 22.4228 |
|---|---|
| 5-th percentile | 32.0878 |
| Q1 | 41.7528 |
| median | 49.4848 |
| Q3 | 58.68726 |
| 95-th percentile | 75.28957 |
| Maximum | 97.0366 |
| Range | 74.6138 |
| Interquartile range (IQR) | 16.93446 |
Descriptive statistics
| Standard deviation | 13.13967422 |
|---|---|
| Coefficient of variation (CV) | 0.2570397041 |
| Kurtosis | 0.5903548264 |
| Mean | 51.11923961 |
| Median Absolute Deviation (MAD) | 8.17206 |
| Skewness | 0.6560850656 |
| Sum | 996262.8608 |
| Variance | 172.6510387 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 48.648647 | 163 | 0.8% | |
| 49.80695 | 150 | 0.8% | |
| 46.718147 | 149 | 0.8% | |
| 50.965252 | 148 | 0.8% | |
| 44.787643 | 147 | 0.7% | |
| 49.42085 | 146 | 0.7% | |
| 43.243244 | 144 | 0.7% | |
| 52.50965 | 141 | 0.7% | |
| 42.08494 | 139 | 0.7% | |
| 53.281853 | 138 | 0.7% | |
| Other values (369) | 18024 | 91.5% | |
| (Missing) | 206 | 1.0% |
| Value | Count | Frequency (%) | |
| 22.4228 | 106 | 0.5% | |
| 22.8094 | 7 | < 0.1% | |
| 23.196 | 8 | < 0.1% | |
| 23.5826 | 9 | < 0.1% | |
| 23.9692 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 97.0366 | 98 | 0.5% | |
| 96.65 | 7 | < 0.1% | |
| 96.2634 | 2 | < 0.1% | |
| 95.8768 | 3 | < 0.1% | |
| 95.4902 | 4 | < 0.1% |
| Distinct | 838 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 225 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 109.3878884 |
|---|---|
| Minimum | 37.8868 |
| Maximum | 210.3104 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 37.8868 |
|---|---|
| 5-th percentile | 61.776062 |
| Q1 | 87.25869 |
| median | 107.0882 |
| Q3 | 128.3512 |
| 95-th percentile | 167.1048485 |
| Maximum | 210.3104 |
| Range | 172.4236 |
| Interquartile range (IQR) | 41.09251 |
Descriptive statistics
| Standard deviation | 31.82257418 |
|---|---|
| Coefficient of variation (CV) | 0.290914969 |
| Kurtosis | 0.2469892626 |
| Mean | 109.3878884 |
| Median Absolute Deviation (MAD) | 20.4898 |
| Skewness | 0.4601529808 |
| Sum | 2129782.188 |
| Variance | 1012.676227 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 210.3104 | 107 | 0.5% | |
| 37.8868 | 105 | 0.5% | |
| 180.3089 | 102 | 0.5% | |
| 43.62934 | 86 | 0.4% | |
| 92.27799 | 69 | 0.4% | |
| 113.12741 | 68 | 0.3% | |
| 108.88031 | 66 | 0.3% | |
| 87.64479 | 66 | 0.3% | |
| 98.4556 | 65 | 0.3% | |
| 111.583015 | 65 | 0.3% | |
| Other values (828) | 18671 | 94.8% | |
| (Missing) | 225 | 1.1% |
| Value | Count | Frequency (%) | |
| 37.8868 | 105 | 0.5% | |
| 38.2734 | 1 | < 0.1% | |
| 38.66 | 2 | < 0.1% | |
| 39.0466 | 1 | < 0.1% | |
| 39.4332 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 210.3104 | 107 | 0.5% | |
| 209.9238 | 3 | < 0.1% | |
| 209.1506 | 4 | < 0.1% | |
| 208.764 | 1 | < 0.1% | |
| 208.3774 | 2 | < 0.1% |
| Distinct | 1207 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 207 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.545735837 |
|---|---|
| Minimum | 0.1 |
| Maximum | 37.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 0.63 |
| median | 1.21 |
| Q3 | 2.49 |
| 95-th percentile | 8.9 |
| Maximum | 37.02 |
| Range | 36.92 |
| Interquartile range (IQR) | 1.86 |
Descriptive statistics
| Standard deviation | 4.504125058 |
|---|---|
| Coefficient of variation (CV) | 1.769282182 |
| Kurtosis | 27.87057685 |
| Mean | 2.545735837 |
| Median Absolute Deviation (MAD) | 0.71 |
| Skewness | 4.8409884 |
| Sum | 49611.3 |
| Variance | 20.28714254 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.5 | 523 | 2.7% | |
| 0.6 | 518 | 2.6% | |
| 0.7 | 497 | 2.5% | |
| 0.8 | 481 | 2.4% | |
| 0.9 | 473 | 2.4% | |
| 0.4 | 435 | 2.2% | |
| 1 | 399 | 2.0% | |
| 1.1 | 393 | 2.0% | |
| 1.3 | 378 | 1.9% | |
| 1.2 | 350 | 1.8% | |
| Other values (1197) | 15041 | 76.4% |
| Value | Count | Frequency (%) | |
| 0.1 | 215 | 1.1% | |
| 0.19 | 111 | 0.6% | |
| 0.2 | 181 | 0.9% | |
| 0.21 | 45 | 0.2% | |
| 0.22 | 37 | 0.2% |
| Value | Count | Frequency (%) | |
| 37.02 | 100 | 0.5% | |
| 36.7 | 1 | < 0.1% | |
| 36.35 | 1 | < 0.1% | |
| 36.2 | 2 | < 0.1% | |
| 36.1 | 1 | < 0.1% |
hbalc
Real number (ℝ≥0)
| Distinct | 66 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 113 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.617337351 |
|---|---|
| Minimum | 4.1 |
| Maximum | 10.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 4.1 |
|---|---|
| 5-th percentile | 4.6 |
| Q1 | 5.1 |
| median | 5.5 |
| Q3 | 5.9 |
| 95-th percentile | 7.1 |
| Maximum | 10.6 |
| Range | 6.5 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.8904415554 |
|---|---|
| Coefficient of variation (CV) | 0.1585166601 |
| Kurtosis | 9.001645311 |
| Mean | 5.617337351 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 2.399274476 |
| Sum | 109998.7 |
| Variance | 0.7928861636 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5.4 | 1274 | 6.5% | |
| 5.6 | 1252 | 6.4% | |
| 5.3 | 1252 | 6.4% | |
| 5.5 | 1225 | 6.2% | |
| 5.2 | 1210 | 6.1% | |
| 5.7 | 1144 | 5.8% | |
| 5.1 | 1124 | 5.7% | |
| 5.8 | 1112 | 5.6% | |
| 5 | 1081 | 5.5% | |
| 5.9 | 964 | 4.9% | |
| Other values (56) | 7944 | 40.3% |
| Value | Count | Frequency (%) | |
| 4.1 | 116 | 0.6% | |
| 4.2 | 57 | 0.3% | |
| 4.3 | 91 | 0.5% | |
| 4.4 | 172 | 0.9% | |
| 4.5 | 248 | 1.3% |
| Value | Count | Frequency (%) | |
| 10.6 | 111 | 0.6% | |
| 10.5 | 8 | < 0.1% | |
| 10.4 | 4 | < 0.1% | |
| 10.3 | 6 | < 0.1% | |
| 10.2 | 8 | < 0.1% |
ua
Real number (ℝ≥0)
| Distinct | 2565 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 189 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.691114677 |
|---|---|
| Minimum | 2.142 |
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 2.142 |
|---|---|
| 5-th percentile | 2.8 |
| Q1 | 3.71448 |
| median | 4.50576 |
| Q3 | 5.48352 |
| 95-th percentile | 7.2 |
| Maximum | 9 |
| Range | 6.858 |
| Interquartile range (IQR) | 1.76904 |
Descriptive statistics
| Standard deviation | 1.324802898 |
|---|---|
| Coefficient of variation (CV) | 0.2824068455 |
| Kurtosis | 0.3508401796 |
| Mean | 4.691114677 |
| Median Absolute Deviation (MAD) | 0.85848 |
| Skewness | 0.6715059351 |
| Sum | 91504.88288 |
| Variance | 1.755102717 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4.4 | 340 | 1.7% | |
| 4.3 | 299 | 1.5% | |
| 5.1 | 299 | 1.5% | |
| 4.6 | 292 | 1.5% | |
| 4.7 | 288 | 1.5% | |
| 4.5 | 281 | 1.4% | |
| 3.9 | 280 | 1.4% | |
| 4.8 | 275 | 1.4% | |
| 5 | 275 | 1.4% | |
| 4 | 271 | 1.4% | |
| Other values (2555) | 16606 | 84.3% |
| Value | Count | Frequency (%) | |
| 2.142 | 98 | 0.5% | |
| 2.14368 | 2 | < 0.1% | |
| 2.14536 | 1 | < 0.1% | |
| 2.1504 | 1 | < 0.1% | |
| 2.15376 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9 | 112 | 0.6% | |
| 8.9 | 13 | 0.1% | |
| 8.8 | 17 | 0.1% | |
| 8.7 | 8 | < 0.1% | |
| 8.6 | 16 | 0.1% |
htc
Real number (ℝ≥0)
| Distinct | 665 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 134 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.41258167 |
|---|---|
| Minimum | 26.77 |
| Maximum | 57.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 26.77 |
|---|---|
| 5-th percentile | 31.5 |
| Q1 | 38 |
| median | 41.4 |
| Q3 | 44.9 |
| 95-th percentile | 50.8 |
| Maximum | 57.6 |
| Range | 30.83 |
| Interquartile range (IQR) | 6.9 |
Descriptive statistics
| Standard deviation | 5.637021357 |
|---|---|
| Coefficient of variation (CV) | 0.136118569 |
| Kurtosis | 0.3229606389 |
| Mean | 41.41258167 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 0.09707370626 |
| Sum | 810071.51 |
| Variance | 31.77600978 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 40 | 305 | 1.5% | |
| 39 | 271 | 1.4% | |
| 43 | 259 | 1.3% | |
| 38 | 249 | 1.3% | |
| 42 | 249 | 1.3% | |
| 30.4 | 241 | 1.2% | |
| 41 | 238 | 1.2% | |
| 44 | 223 | 1.1% | |
| 45 | 175 | 0.9% | |
| 37 | 175 | 0.9% | |
| Other values (655) | 17176 | 87.2% |
| Value | Count | Frequency (%) | |
| 26.77 | 107 | 0.5% | |
| 26.8 | 4 | < 0.1% | |
| 26.88 | 1 | < 0.1% | |
| 26.9 | 2 | < 0.1% | |
| 26.93 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 57.6 | 112 | 0.6% | |
| 57.5 | 4 | < 0.1% | |
| 57.45 | 1 | < 0.1% | |
| 57.4 | 3 | < 0.1% | |
| 57.3 | 2 | < 0.1% |
| Distinct | 198 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 354 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.00615356 |
|---|---|
| Minimum | 8.9 |
| Maximum | 21.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 8.9 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12.7 |
| median | 13.9 |
| Q3 | 15.1 |
| 95-th percentile | 17.3 |
| Maximum | 21.8 |
| Range | 12.9 |
| Interquartile range (IQR) | 2.4 |
Descriptive statistics
| Standard deviation | 1.969609969 |
|---|---|
| Coefficient of variation (CV) | 0.1406246162 |
| Kurtosis | 1.326235474 |
| Mean | 14.00615356 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | 0.5131756382 |
| Sum | 270893.016 |
| Variance | 3.879363429 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 13.7 | 464 | 2.4% | |
| 13.1 | 452 | 2.3% | |
| 13.9 | 447 | 2.3% | |
| 13.6 | 443 | 2.2% | |
| 14.1 | 437 | 2.2% | |
| 13.4 | 430 | 2.2% | |
| 13.8 | 430 | 2.2% | |
| 14.2 | 425 | 2.2% | |
| 14 | 420 | 2.1% | |
| 13.5 | 417 | 2.1% | |
| Other values (188) | 14976 | 76.0% |
| Value | Count | Frequency (%) | |
| 8.9 | 91 | 0.5% | |
| 9 | 12 | 0.1% | |
| 9.1 | 5 | < 0.1% | |
| 9.2 | 11 | 0.1% | |
| 9.3 | 111 | 0.6% |
| Value | Count | Frequency (%) | |
| 21.8 | 96 | 0.5% | |
| 21.7 | 6 | < 0.1% | |
| 21.6 | 3 | < 0.1% | |
| 21.5 | 6 | < 0.1% | |
| 21.4 | 2 | < 0.1% |
| Distinct | 140 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 2576 |
| Missing (%) | 13.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9292896781 |
|---|---|
| Minimum | 0.5 |
| Maximum | 1.91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.62 |
| Q1 | 0.78 |
| median | 0.9 |
| Q3 | 1.03 |
| 95-th percentile | 1.35 |
| Maximum | 1.91 |
| Range | 1.41 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.2263221804 |
|---|---|
| Coefficient of variation (CV) | 0.2435431983 |
| Kurtosis | 2.103175456 |
| Mean | 0.9292896781 |
| Median Absolute Deviation (MAD) | 0.13 |
| Skewness | 1.116043575 |
| Sum | 15908.51 |
| Variance | 0.05122172932 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.94 | 386 | 2.0% | |
| 0.95 | 384 | 1.9% | |
| 0.83 | 383 | 1.9% | |
| 0.85 | 380 | 1.9% | |
| 0.9 | 354 | 1.8% | |
| 0.88 | 353 | 1.8% | |
| 0.96 | 352 | 1.8% | |
| 0.87 | 351 | 1.8% | |
| 0.86 | 345 | 1.8% | |
| 0.93 | 345 | 1.8% | |
| Other values (130) | 13486 | 68.5% | |
| (Missing) | 2576 | 13.1% |
| Value | Count | Frequency (%) | |
| 0.5 | 63 | 0.3% | |
| 0.51 | 15 | 0.1% | |
| 0.52 | 28 | 0.1% | |
| 0.53 | 23 | 0.1% | |
| 0.54 | 29 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.91 | 69 | 0.4% | |
| 1.89 | 2 | < 0.1% | |
| 1.88 | 3 | < 0.1% | |
| 1.87 | 7 | < 0.1% | |
| 1.86 | 4 | < 0.1% |
age
Real number (ℝ≥0)
| Distinct | 537 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.74826524 |
|---|---|
| Minimum | 40 |
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 153.9 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 47 |
| Q1 | 53.416668 |
| median | 60.166668 |
| Q3 | 66.916664 |
| 95-th percentile | 77.166664 |
| Maximum | 85 |
| Range | 45 |
| Interquartile range (IQR) | 13.499996 |
Descriptive statistics
| Standard deviation | 9.160124547 |
|---|---|
| Coefficient of variation (CV) | 0.150788249 |
| Kurtosis | -0.5620874482 |
| Mean | 60.74826524 |
| Median Absolute Deviation (MAD) | 6.75 |
| Skewness | 0.3124301431 |
| Sum | 1196437.084 |
| Variance | 83.90788172 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 64.583336 | 96 | 0.5% | |
| 58.583332 | 93 | 0.5% | |
| 59.416668 | 91 | 0.5% | |
| 60.833332 | 87 | 0.4% | |
| 62.083332 | 86 | 0.4% | |
| 62.583332 | 85 | 0.4% | |
| 60.666668 | 83 | 0.4% | |
| 60.583332 | 82 | 0.4% | |
| 61.583332 | 81 | 0.4% | |
| 57.916668 | 81 | 0.4% | |
| Other values (527) | 18830 | 95.6% |
| Value | Count | Frequency (%) | |
| 40 | 2 | < 0.1% | |
| 40.166668 | 2 | < 0.1% | |
| 40.25 | 2 | < 0.1% | |
| 40.416668 | 2 | < 0.1% | |
| 40.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 85 | 3 | < 0.1% | |
| 84.916664 | 3 | < 0.1% | |
| 84.833336 | 5 | < 0.1% | |
| 84.75 | 4 | < 0.1% | |
| 84.666664 | 2 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | sysbp | diabp | pulse | wbc | mcv | plt | bun | glu | crea | cho | tg | hdl | ldl | crp | hbalc | ua | htc | hgb | cysc | age | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 123.666664 | 67.333336 | 55.333332 | 9.6 | 72.9 | 198.0 | 19.43894 | 95.94 | 0.9831 | 254.3828 | 63.720 | 63.4024 | 175.9030 | 0.98 | 4.6 | 3.59520 | 57.6 | 20.2 | 0.92 | 48.166668 |
| 1 | 1 | 143.333330 | 74.666664 | 67.666664 | 5.3 | 95.4 | 179.0 | 12.35241 | 94.14 | 0.8814 | 205.6712 | 57.525 | 61.4694 | 131.0574 | 0.34 | 4.9 | 5.24664 | 52.0 | 17.4 | NaN | 59.916668 |
| 2 | 2 | 178.666670 | 87.000000 | 55.000000 | 7.5 | 88.3 | 271.0 | 22.09989 | 105.84 | 1.1526 | 168.1710 | 88.500 | 47.1652 | 98.9696 | 5.67 | 4.8 | 4.55952 | 44.5 | 14.9 | 1.34 | 60.833332 |
| 3 | 3 | 191.000000 | 106.333336 | 58.333332 | 4.7 | 86.1 | 208.0 | 15.62958 | 87.48 | 0.6554 | 219.9754 | 91.155 | 46.0054 | 154.2534 | 2.47 | 4.6 | 3.44736 | 46.0 | 16.1 | 0.91 | 67.666664 |
| 4 | 4 | 118.333336 | 54.000000 | 53.666668 | 8.3 | 85.6 | 290.0 | 13.22072 | 95.76 | 0.9040 | 168.9442 | 109.740 | 40.9796 | 103.2222 | 0.76 | 4.8 | 5.20128 | 43.8 | 14.6 | 1.23 | 79.333336 |
| 5 | 5 | 100.000000 | 64.333336 | 63.666668 | 4.6 | 79.9 | 294.0 | 20.02715 | 89.28 | 0.6667 | 217.2692 | 102.660 | 49.0982 | 148.8410 | 1.17 | 4.8 | 3.03408 | 41.9 | 13.6 | 0.95 | 55.833332 |
| 6 | 6 | 108.000000 | 70.000000 | 53.666668 | 6.3 | 89.3 | 228.0 | 21.98785 | 103.86 | 0.8927 | 209.1506 | 108.855 | 49.8714 | 135.6966 | 0.45 | 4.6 | 3.78000 | 46.9 | 16.0 | NaN | 59.583332 |
| 7 | 7 | 108.666664 | 69.000000 | 74.333336 | 8.7 | 91.2 | 278.0 | 8.31897 | 94.68 | 1.0396 | 151.9338 | 110.625 | 43.6858 | 84.6654 | 0.64 | 4.5 | 5.78928 | 43.4 | 14.6 | 0.91 | 45.333332 |
| 8 | 8 | 166.000000 | 87.666664 | 59.333332 | 11.4 | 88.2 | 417.0 | 12.88460 | 118.08 | 0.5085 | 172.4236 | 53.985 | 51.4178 | 100.9026 | 2.71 | 4.8 | 2.32512 | 35.2 | 12.5 | 0.86 | 64.666664 |
| 9 | 9 | 124.666664 | 82.333336 | 78.333336 | 7.9 | 87.0 | 285.0 | 18.31854 | 96.66 | 0.6667 | 127.1914 | 132.750 | 56.0570 | 40.2064 | 0.57 | 4.4 | 4.91064 | 49.7 | 17.3 | 0.74 | 57.000000 |
Last rows
| df_index | sysbp | diabp | pulse | wbc | mcv | plt | bun | glu | crea | cho | tg | hdl | ldl | crp | hbalc | ua | htc | hgb | cysc | age | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19685 | 19903 | 144.000000 | 82.333336 | 65.000000 | 7.4 | 97.1 | 203.0 | 15.966384 | 115.315315 | 0.825792 | 179.15057 | 49.55752 | 48.648647 | 112.741310 | 1.0 | 6.3 | 5.6 | 52.6 | 16.4 | 0.93 | 71.666664 |
| 19686 | 19904 | 114.333336 | 70.333336 | 75.333336 | 6.0 | 91.2 | 216.0 | 12.324928 | 88.288290 | 0.800905 | 233.59073 | 89.38053 | 57.142857 | 158.301160 | 3.2 | 6.3 | 5.1 | 49.6 | 15.0 | 0.95 | 65.250000 |
| 19687 | 19905 | 100.666664 | 64.000000 | 61.000000 | 7.7 | 104.8 | 172.0 | 11.484592 | 84.684685 | 0.731901 | 181.46718 | 115.04425 | 49.420850 | 111.196915 | 4.8 | 6.1 | 5.6 | 47.7 | 15.3 | 0.85 | 76.250000 |
| 19688 | 19906 | 108.000000 | 70.666664 | 94.666664 | 6.1 | 106.3 | 218.0 | 19.047615 | 106.306305 | 0.466064 | 286.48650 | 500.00000 | 30.115830 | 128.185330 | 25.6 | 7.0 | 5.4 | 55.2 | 18.7 | 0.95 | 61.083332 |
| 19689 | 19907 | 113.000000 | 70.666664 | 83.333336 | 5.8 | 93.0 | 221.0 | 16.806720 | 122.522520 | 0.642534 | 211.19691 | 90.26549 | 57.915060 | 131.660230 | 0.7 | 7.1 | 5.4 | 42.8 | 13.2 | 0.99 | 69.583336 |
| 19690 | 19908 | 144.333330 | 71.333336 | 67.333336 | 8.8 | 91.5 | 220.0 | 14.005600 | 90.090090 | 0.756788 | 164.09267 | 81.41593 | 52.123554 | 99.227800 | 0.8 | 6.5 | 4.4 | 49.3 | 15.6 | 0.89 | 59.916668 |
| 19691 | 19909 | 116.666664 | 72.000000 | 63.666668 | 5.9 | 91.6 | 224.0 | 10.924368 | 86.486490 | 0.466064 | 249.03474 | 201.76991 | 55.598457 | 153.667950 | 1.7 | 6.6 | 5.1 | 47.8 | 15.2 | 0.75 | 52.416668 |
| 19692 | 19910 | 146.333330 | 98.000000 | 79.000000 | 4.8 | 102.2 | 161.0 | 15.406160 | 100.900900 | 0.652715 | 229.34363 | 244.24779 | 71.814674 | 123.166020 | 3.6 | 5.6 | 6.5 | 36.7 | 12.0 | 0.87 | 60.750000 |
| 19693 | 19911 | 123.333336 | 77.333336 | 61.333332 | 3.6 | 89.4 | 201.0 | 12.605040 | 109.909910 | 0.792987 | 191.89189 | 255.75221 | 43.243244 | 93.050190 | 0.8 | 5.5 | 4.3 | 38.5 | 13.2 | 0.84 | 52.333332 |
| 19694 | 19912 | 109.000000 | 71.000000 | 64.666664 | 3.3 | 96.9 | 176.0 | 16.246496 | 93.693695 | 0.832579 | 209.65251 | 106.19469 | 41.698840 | 145.945950 | 0.8 | 6.0 | 5.0 | 41.3 | 13.8 | 0.50 | 57.583332 |